White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Full extent, all covariates (u and v become vel_mag), evaluated using Brier score
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max | brier_class |
|---|---|---|---|---|---|
| rf | 0.9472843 | 0.9678942 | 0.9965461 | 0.9601832 | NA |
| bt | 0.7923323 | 0.9735590 | 0.7996384 | 0.4500564 | NA |
| maxnet | 0.6557508 | 0.9381301 | 0.7894013 | 0.4585977 | NA |
| gam | NA | NA | NA | NA | 0.1440446 |
| glm | NA | NA | NA | NA | 0.1584144 |
Variable Importance
